{"id":"W3200540578","doi":"10.5281/zenodo.18516676","title":"Performance Investigation of R290 As A Substitute to R22 Refrigeration System","year":2021,"lang":"en","type":"article","venue":"Open MIND","topic":"Spacecraft and Cryogenic Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Refrigeration; Environmental science; Process engineering; Computer science; Mechanical engineering; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007993961,0.00005925244,0.00009762869,0.00003866141,0.00003102151,0.00004306769,0.000140666,0.00005358269,0.00008025788],"category_scores_gemma":[0.00002571907,0.00006057776,0.00001361965,0.0002247814,0.00001271013,0.0001670875,0.00005517409,0.00004610426,0.0002222219],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005326265,"about_ca_system_score_gemma":0.00004246709,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001471631,"about_ca_topic_score_gemma":0.00005512583,"domain_scores_codex":[0.9996042,0.000006102804,0.0001280548,0.0001022911,0.00007611115,0.00008324066],"domain_scores_gemma":[0.9997069,0.000006775901,0.00002512763,0.0001917831,0.00004221395,0.0000271872],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00001865028,0.000009521908,0.00398111,0.0001704972,0.00005962659,0.00002861518,0.002271215,0.01077711,0.821847,0.0005883343,0.0009486427,0.1592997],"study_design_scores_gemma":[0.0001188488,0.000025559,0.002611267,0.0001123803,0.00001030851,0.00001510044,0.0008037394,0.005931656,0.9833371,0.000009613617,0.006932876,0.00009155698],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.983663,0.0000692294,0.0002450274,0.00008165972,0.0001523265,0.000135629,0.000003395817,0.00002002009,0.01562976],"genre_scores_gemma":[0.9919406,0.0000162422,0.007335009,0.00000470687,0.00001703295,0.00002057821,0.00001117387,0.000006977475,0.000647657],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1614901,"threshold_uncertainty_score":0.2856287,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02605556864342537,"score_gpt":0.2426469390356024,"score_spread":0.216591370392177,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}